## libraries ----
library(here)
library(data.table)
source(here("src", "stroop-rsa-pc.R"))
library(knitr)
library(dplyr)
library(tidyr)
library(ggplot2)
library(mfutils)
library(ggseg)
library(ggsegExtra)
library(ggsegSchaefer)
library(ggsegGlasser)
## settings, params ----
opts_chunk$set(echo = TRUE, out.width = "100%")
theme_set(theme_bw(base_size = 10))
if (exists("params")) {
ttype_subset <- params$ttype_subset
prewh <- params$prewh
measure <- params$measure
roiset <- params$roiset
} else {
prewh <- "none"
measure <- "crcor"
roiset <- "glasser2016_parcel"
}
theme_surface <- list(
theme(
axis.text = element_blank(), panel.grid = element_blank(), panel.border = element_blank(),
axis.ticks = element_blank(), legend.position = c(0.5, 0.5), legend.title = element_text(size = 5),
legend.background = element_blank(), legend.text = element_text(size = 5), legend.direction = "horizontal",
legend.key.height = unit(1/5, "cm"), legend.key.width = unit(1/4, "cm")
)
)
## constants ----
wd <- here()
subjlists <- c("mc1", "mi1")
seswaves <- c("baseline_wave1", "proactive_wave1")
sessions <- c("baseline", "proactive")
glmname <- "lsall_1rpm"
statistics <- c("m", "t_stat")
titles <- c("mean coefficient", "t statistic")
ttype_subsets <- c("pc50", "bias")
## data ----
## read regression weights:
dat <- lapply(
ttype_subsets,
function(ttype_subset) {
fname <- construct_filename_weights(
measure = measure, subjlist = subjlists, glmname = glmname,
ttype_subset = ttype_subset, roiset = roiset, prewh = prewh, suffix = paste0("__seswave-", seswaves)
)
d <- rbindlist(lapply(fname, fread))
d$ttype_subset <- ttype_subset
d
}
)
dat <- rbindlist(dat)
## get ggseg atlas and format data to match:
dat <- dat %>% rename(region = roi)
if (roiset == "schaefer2018_17_200_parcel") {
atlas <- schaefer17_200
k <- schaefer2018_17_200_fsaverage5$key %>% select(region = parcel, network)
rois <- data.frame(
region = c(
"17Networks_LH_ContA_PFClv_1",
"17Networks_LH_ContA_PFCl_1",
"17Networks_LH_ContA_PFCl_2",
"17Networks_LH_ContA_PFCl_3",
"17Networks_RH_ContA_PFCl_1",
"17Networks_RH_ContA_PFCl_2",
"17Networks_LH_SalVentAttnB_PFCmp_1",
"17Networks_RH_SalVentAttnB_PFCmp_1",
"17Networks_LH_SalVentAttnA_FrMed_1",
"17Networks_RH_SalVentAttnA_FrMed_1"
),
location = c(rep("lateral", 6), rep("medial", 4))
)
} else if (roiset == "glasser2016_parcel") {
atlas <- glasser
k <- glasser2016_fsaverage5$key %>% select(region = parcel, network)
dat <- dat %>% filter(!region %in% "L_10pp") ## not in glasser ggseg atlas?
## create region column in ggseg atlas that matches data:
hemi <- ifelse(atlas$data$hemi == "left", "L_", "R_")
atlas$data$region <- ifelse(is.na(atlas$data$region), NA, paste0(hemi, atlas$data$region))
rois <- data.frame(
region = combo_paste(c("L_", "R_"), c("SCEF", "8BM", "p32pr", "a32pr", "p9-46v", "i6-8", "8Av", "8C")),
location = c(rep("medial", 8), rep("lateral", 8))
)
}
## add network information:
atlas$data <- left_join(atlas$data, k, by = "region")
dat <- left_join(dat, k, by = "region")
## calculate ----
## add subject set information:
subjs <- fread(here("out", "subjlist_mcmi.txt"))[[1]]
dat <- dat[subject %in% subjs]
dat_sum <- dat %>%
group_by(term, ttype_subset, session, region) %>%
summarize(
m = mean(b),
t_stat = t.test(b)$statistic,
p = t.test(b, alternative = "greater")$p.value,
.groups = "drop_last"
) %>%
mutate(p_fdr = p.adjust(p, "fdr"))
dat_diff <- dat %>%
pivot_wider(id_cols = c("subject", "term", "region", "ttype_subset"), names_from = "session", values_from = "b") %>%
mutate(b = proactive - baseline) %>%
group_by(term, ttype_subset, region) %>%
summarize(
m = mean(b),
t_stat = t.test(b)$statistic,
p = t.test(b)$p.value,
.groups = "drop_last"
) %>%
mutate(p_fdr = p.adjust(p, "fdr"), session = "pro - bas")
dat_sum <- filter(rbind(dat_sum, dat_diff), term %in% models[[measure]])
dat_sum <- dat_sum %>% group_by(term, ttype_subset, session) ## for appropriate binding/plotting w/ ggseg
n_subjs <- length(unique(dat$subject))
This file displays group-level RSA model coefficients (means, test statistics).
Analysis parameters:
Subject samples:
Analyses are conducted with one set of subjects:
for (ttype_subset_i in seq_along(ttype_subsets)) {
for (stat_i in seq_along(statistics)) {
p <- dat_sum %>%
group_by(term, ttype_subset, session) %>%
filter(ttype_subset == ttype_subsets[ttype_subset_i]) %>%
ggplot() +
geom_brain(
aes_string(fill = statistics[stat_i]), atlas = atlas, position = position_brain(side ~ hemi)
) +
scale_fill_viridis_c(
option = "magma", na.value = "grey",
breaks = scales::extended_breaks(4)
) +
facet_grid(rows = vars(term), cols = vars(session)) +
theme_surface +
labs(title = paste0(titles[stat_i], " ", ttype_subsets[ttype_subset_i]), fill = NULL)
print(p)
}
}
for (model_i in seq_along(models[[measure]])) {
model <- models[[measure]][model_i]
for (stat_i in seq_along(statistics)) {
p <- dat_sum %>%
filter(term %in% model) %>%
ggplot() +
geom_brain(
aes_string(fill = statistics[stat_i]),
atlas = atlas, position = position_brain(side ~ hemi)
) +
scale_fill_viridis_c(
option = "magma", na.value = "grey",
breaks = scales::extended_breaks(4)
) +
facet_grid(rows = vars(ttype_subset), cols = vars(session)) +
theme_surface +
theme(legend.position = c(2/3, 0.5)) +
labs(title = paste0(titles[stat_i], ": ", model), fill = NULL)
print(p)
}
}
Three consecutive thresholds are used, each more liberal than the previous:
dat_sum$is_in_thresh_fdr <- dat_sum$p_fdr < 0.05
dat_sum$is_in_thresh_p <- dat_sum$p < 0.05
dat_sum$is_in_thresh_sign <- dat_sum$t_stat > 0
thresholds <- c("p_fdr < 0.05", "p_uncorr < 0.05", "t_stat > 0")
thresholds_nms <- c("is_in_thresh_fdr", "is_in_thresh_p", "is_in_thresh_sign")
for (ttype_subset_i in seq_along(ttype_subsets)) {
for (thresh_i in seq_along(thresholds)) {
threshold_nm <- thresholds_nms[thresh_i]
for (stat_i in seq_along(statistics)) {
dat_sum$thresh <- as.numeric(ifelse(dat_sum[[threshold_nm]], dat_sum[[statistics[stat_i]]], NA))
p <- dat_sum %>%
filter(ttype_subset == ttype_subsets[ttype_subset_i]) %>%
ggplot() +
geom_brain(
aes(fill = thresh),
atlas = atlas, position = position_brain(side ~ hemi)
) +
scale_fill_viridis_c(
option = "magma", na.value = "grey",
breaks = scales::extended_breaks(4)
) +
facet_grid(rows = vars(term), cols = vars(session)) +
theme_surface +
labs(
title = paste0(
titles[stat_i], " ", ttype_subsets[ttype_subset_i], ": thresholded at ", thresholds[thresh_i]
), fill = NULL
)
print(p)
}
}
}
Parcels that are FDR-significant within both baseline and proactive sessions. Separately for bias and pc50 items.
for (ttypesub in ttype_subsets) {
sig_both <- dat_sum %>%
filter(p_fdr < 0.05, ttype_subset == ttypesub, session %in% c("baseline", "proactive")) %>%
group_by(term, region) %>%
summarize(is_sig_both = n() == 2) %>%
filter(is_sig_both)
d <- enlist(c("target", "distractor", "incongruency"))
for (model in names(d)) {
regions <- sig_both$region[sig_both$term == model & sig_both$term == model]
d[[model]] <- dat_sum %>%
filter(ttype_subset == ttypesub, term == model, region %in% regions) %>%
ungroup %>%
select(region, session, m, t_stat, p) %>%
arrange(region, session)
}
print(lapply(names(d), function(x) kable(d[[x]], caption = paste0(ttypesub, " ", x))))
}
## `summarise()` has grouped output by 'term'. You can override using the `.groups` argument.
[[1]]
| region | session | m | t_stat | p |
|---|---|---|---|---|
| R_3b | baseline | 0.0136747 | 4.2950622 | 0.0000313 |
| R_3b | pro - bas | -0.0013983 | -0.2850443 | 0.7765603 |
| R_3b | proactive | 0.0122765 | 3.4623801 | 0.0004879 |
| R_6ma | baseline | 0.0148989 | 3.6927110 | 0.0002354 |
| R_6ma | pro - bas | -0.0010641 | -0.2084019 | 0.8355983 |
| R_6ma | proactive | 0.0138348 | 3.4051636 | 0.0005824 |
| R_A5 | baseline | 0.0194050 | 4.0869374 | 0.0000639 |
| R_A5 | pro - bas | -0.0070905 | -1.2115724 | 0.2302736 |
| R_A5 | proactive | 0.0123146 | 3.3820439 | 0.0006253 |
[[2]]
| region | session | m | t_stat | p |
|---|---|---|---|---|
| L_4 | baseline | 0.0088508 | 4.2325022 | 0.0000389 |
| L_4 | pro - bas | 0.0039386 | 1.0222881 | 0.3106170 |
| L_4 | proactive | 0.0127894 | 4.1521684 | 0.0000512 |
| R_4 | baseline | 0.0079654 | 3.4089821 | 0.0005756 |
| R_4 | pro - bas | 0.0018181 | 0.4886019 | 0.6268474 |
| R_4 | proactive | 0.0097836 | 3.7281412 | 0.0002099 |
[[3]]
| region | session | m | t_stat | p |
|---|---|---|---|---|
| L_1 | baseline | 0.0250155 | 3.2775181 | 0.0008593 |
| L_1 | pro - bas | -0.0019012 | -0.1905058 | 0.8495352 |
| L_1 | proactive | 0.0231143 | 3.0179718 | 0.0018447 |
| L_31a | baseline | 0.0263768 | 2.0181354 | 0.0239547 |
| L_31a | pro - bas | 0.0246165 | 1.3497223 | 0.1820127 |
| L_31a | proactive | 0.0509932 | 3.5906716 | 0.0003261 |
| L_31pv | baseline | 0.0403942 | 3.6714483 | 0.0002520 |
| L_31pv | pro - bas | -0.0127901 | -0.7825944 | 0.4368443 |
| L_31pv | proactive | 0.0276041 | 2.7280038 | 0.0041392 |
| L_3a | baseline | 0.0252639 | 3.1001865 | 0.0014540 |
| L_3a | pro - bas | 0.0045528 | 0.3546220 | 0.7240762 |
| L_3a | proactive | 0.0298167 | 3.4889843 | 0.0004491 |
| L_4 | baseline | 0.0327898 | 4.1661319 | 0.0000488 |
| L_4 | pro - bas | 0.0104880 | 0.9147621 | 0.3638606 |
| L_4 | proactive | 0.0432778 | 5.5986734 | 0.0000003 |
| L_43 | baseline | 0.0337807 | 2.7859792 | 0.0035356 |
| L_43 | pro - bas | -0.0075529 | -0.4890418 | 0.6265377 |
| L_43 | proactive | 0.0262278 | 2.8977921 | 0.0025942 |
| L_44 | baseline | 0.0396427 | 3.5990727 | 0.0003175 |
| L_44 | pro - bas | -0.0035841 | -0.2367109 | 0.8136614 |
| L_44 | proactive | 0.0360586 | 3.4970868 | 0.0004379 |
| L_45 | baseline | 0.0426258 | 5.1225961 | 0.0000016 |
| L_45 | pro - bas | -0.0165040 | -1.3088533 | 0.1954148 |
| L_45 | proactive | 0.0261218 | 2.9124640 | 0.0024895 |
| L_46 | baseline | 0.0246938 | 2.7066229 | 0.0043846 |
| L_46 | pro - bas | 0.0019397 | 0.1307783 | 0.8963741 |
| L_46 | proactive | 0.0266335 | 2.3416812 | 0.0112126 |
| L_55b | baseline | 0.0307700 | 2.9457176 | 0.0022666 |
| L_55b | pro - bas | -0.0027459 | -0.2091955 | 0.8349815 |
| L_55b | proactive | 0.0280240 | 3.0824748 | 0.0015310 |
| L_6a | baseline | 0.0520084 | 5.3578070 | 0.0000007 |
| L_6a | pro - bas | -0.0133346 | -1.0345753 | 0.3048859 |
| L_6a | proactive | 0.0386738 | 3.8210171 | 0.0001551 |
| L_6ma | baseline | 0.0342609 | 3.2074755 | 0.0010598 |
| L_6ma | pro - bas | 0.0043704 | 0.3030088 | 0.7628975 |
| L_6ma | proactive | 0.0386313 | 4.1590328 | 0.0000500 |
| L_6mp | baseline | 0.0284588 | 3.9307709 | 0.0001080 |
| L_6mp | pro - bas | -0.0091140 | -0.7734253 | 0.4422097 |
| L_6mp | proactive | 0.0193449 | 2.1664022 | 0.0170665 |
| L_6r | baseline | 0.0542686 | 5.2269459 | 0.0000011 |
| L_6r | pro - bas | -0.0138833 | -1.0842855 | 0.2824367 |
| L_6r | proactive | 0.0403853 | 4.9424939 | 0.0000031 |
| L_6v | baseline | 0.0493127 | 4.4708149 | 0.0000169 |
| L_6v | pro - bas | -0.0023553 | -0.1868891 | 0.8523578 |
| L_6v | proactive | 0.0469575 | 5.0701595 | 0.0000019 |
| L_7m | baseline | 0.0357428 | 3.4012227 | 0.0005895 |
| L_7m | pro - bas | -0.0007814 | -0.0512561 | 0.9592862 |
| L_7m | proactive | 0.0349614 | 3.0353259 | 0.0017548 |
| L_7Pm | baseline | 0.0406123 | 2.9788018 | 0.0020634 |
| L_7Pm | pro - bas | 0.0092868 | 0.5424678 | 0.5894409 |
| L_7Pm | proactive | 0.0498991 | 4.2204511 | 0.0000405 |
| L_8Ad | baseline | 0.0357119 | 4.0761918 | 0.0000663 |
| L_8Ad | pro - bas | -0.0092451 | -0.7578026 | 0.4514399 |
| L_8Ad | proactive | 0.0264668 | 3.4193251 | 0.0005575 |
| L_8BM | baseline | 0.0332537 | 3.0891690 | 0.0015014 |
| L_8BM | pro - bas | 0.0093455 | 0.6714989 | 0.5043971 |
| L_8BM | proactive | 0.0425992 | 4.5949320 | 0.0000109 |
| L_8C | baseline | 0.0675154 | 5.6651835 | 0.0000002 |
| L_8C | pro - bas | -0.0120092 | -0.8188014 | 0.4160359 |
| L_8C | proactive | 0.0555062 | 6.2544948 | 0.0000000 |
| L_9-46d | baseline | 0.0221135 | 2.6532507 | 0.0050565 |
| L_9-46d | pro - bas | 0.0004054 | 0.0355322 | 0.9717695 |
| L_9-46d | proactive | 0.0225189 | 2.2732554 | 0.0132431 |
| L_9a | baseline | 0.0348476 | 3.4304778 | 0.0005386 |
| L_9a | pro - bas | -0.0146061 | -1.1011688 | 0.2750799 |
| L_9a | proactive | 0.0202415 | 2.4612645 | 0.0083208 |
| L_9p | baseline | 0.0329332 | 3.5487265 | 0.0003723 |
| L_9p | pro - bas | -0.0077115 | -0.5790275 | 0.5646685 |
| L_9p | proactive | 0.0252217 | 2.5603641 | 0.0064531 |
| L_AIP | baseline | 0.0795479 | 7.4639684 | 0.0000000 |
| L_AIP | pro - bas | -0.0433342 | -3.1774166 | 0.0023175 |
| L_AIP | proactive | 0.0362137 | 3.7355071 | 0.0002050 |
| L_d32 | baseline | 0.0337588 | 3.6433829 | 0.0002757 |
| L_d32 | pro - bas | 0.0027145 | 0.1925211 | 0.8479632 |
| L_d32 | proactive | 0.0364733 | 4.0245498 | 0.0000789 |
| L_FEF | baseline | 0.0358484 | 3.5799895 | 0.0003373 |
| L_FEF | pro - bas | -0.0034715 | -0.2522377 | 0.8016916 |
| L_FEF | proactive | 0.0323769 | 3.1894405 | 0.0011182 |
| L_FOP4 | baseline | 0.0584673 | 5.6159944 | 0.0000002 |
| L_FOP4 | pro - bas | -0.0341188 | -2.7237538 | 0.0083738 |
| L_FOP4 | proactive | 0.0243484 | 2.6241083 | 0.0054618 |
| L_FOP5 | baseline | 0.0322949 | 3.1041045 | 0.0014375 |
| L_FOP5 | pro - bas | -0.0091393 | -0.6766664 | 0.5011345 |
| L_FOP5 | proactive | 0.0231556 | 2.7934260 | 0.0034643 |
| L_FST | baseline | 0.0524240 | 4.5424812 | 0.0000131 |
| L_FST | pro - bas | -0.0218283 | -1.5351660 | 0.1298308 |
| L_FST | proactive | 0.0305956 | 3.1146965 | 0.0013936 |
| L_i6-8 | baseline | 0.0533561 | 4.3524360 | 0.0000256 |
| L_i6-8 | pro - bas | -0.0251549 | -1.4547021 | 0.1507961 |
| L_i6-8 | proactive | 0.0282012 | 2.8378694 | 0.0030652 |
| L_IFJa | baseline | 0.0806943 | 6.4804739 | 0.0000000 |
| L_IFJa | pro - bas | -0.0430783 | -2.4116645 | 0.0188546 |
| L_IFJa | proactive | 0.0376161 | 3.2672187 | 0.0008863 |
| L_IFJp | baseline | 0.0544792 | 4.2628561 | 0.0000350 |
| L_IFJp | pro - bas | -0.0155944 | -0.8962073 | 0.3736087 |
| L_IFJp | proactive | 0.0388848 | 3.3563321 | 0.0006765 |
| L_IFSa | baseline | 0.0773138 | 6.0667898 | 0.0000000 |
| L_IFSa | pro - bas | -0.0138961 | -0.8734622 | 0.3857818 |
| L_IFSa | proactive | 0.0634176 | 5.4528686 | 0.0000005 |
| L_IFSp | baseline | 0.0872288 | 6.1192201 | 0.0000000 |
| L_IFSp | pro - bas | -0.0461277 | -2.4839035 | 0.0157115 |
| L_IFSp | proactive | 0.0411011 | 3.2150464 | 0.0010362 |
| L_IP0 | baseline | 0.0464968 | 3.1684795 | 0.0011898 |
| L_IP0 | pro - bas | 0.0154885 | 0.8557017 | 0.3954577 |
| L_IP0 | proactive | 0.0619853 | 5.2456400 | 0.0000010 |
| L_IP1 | baseline | 0.1023714 | 7.9336086 | 0.0000000 |
| L_IP1 | pro - bas | -0.0200309 | -1.1819054 | 0.2417566 |
| L_IP1 | proactive | 0.0823405 | 6.9514309 | 0.0000000 |
| L_IP2 | baseline | 0.0674154 | 5.7595818 | 0.0000001 |
| L_IP2 | pro - bas | -0.0212954 | -1.4066845 | 0.1645139 |
| L_IP2 | proactive | 0.0461200 | 3.6039362 | 0.0003127 |
| L_IPS1 | baseline | 0.0431928 | 3.7844046 | 0.0001749 |
| L_IPS1 | pro - bas | -0.0035816 | -0.2405617 | 0.8106885 |
| L_IPS1 | proactive | 0.0396111 | 3.9137654 | 0.0001143 |
| L_LIPd | baseline | 0.0916975 | 7.0928118 | 0.0000000 |
| L_LIPd | pro - bas | -0.0365356 | -2.2010701 | 0.0314632 |
| L_LIPd | proactive | 0.0551618 | 5.0105870 | 0.0000024 |
| L_LIPv | baseline | 0.0518520 | 4.3080600 | 0.0000299 |
| L_LIPv | pro - bas | -0.0286405 | -1.9044072 | 0.0614994 |
| L_LIPv | proactive | 0.0232114 | 2.2402105 | 0.0143355 |
| L_MIP | baseline | 0.0783998 | 6.6345078 | 0.0000000 |
| L_MIP | pro - bas | -0.0217185 | -1.5073826 | 0.1367914 |
| L_MIP | proactive | 0.0566814 | 5.3318480 | 0.0000007 |
| L_p47r | baseline | 0.0269712 | 2.6821878 | 0.0046814 |
| L_p47r | pro - bas | 0.0015626 | 0.1201300 | 0.9047686 |
| L_p47r | proactive | 0.0285338 | 2.7202648 | 0.0042265 |
| L_p9-46v | baseline | 0.0658649 | 5.1551157 | 0.0000014 |
| L_p9-46v | pro - bas | -0.0134901 | -0.9150329 | 0.3637195 |
| L_p9-46v | proactive | 0.0523747 | 4.7615837 | 0.0000060 |
| L_PCV | baseline | 0.0317700 | 2.9714312 | 0.0021071 |
| L_PCV | pro - bas | -0.0062594 | -0.4124103 | 0.6814613 |
| L_PCV | proactive | 0.0255106 | 2.6104651 | 0.0056615 |
| L_PEF | baseline | 0.0726216 | 5.5553934 | 0.0000003 |
| L_PEF | pro - bas | -0.0369481 | -2.1419290 | 0.0361352 |
| L_PEF | proactive | 0.0356735 | 2.5157159 | 0.0072418 |
| L_PF | baseline | 0.0629092 | 6.7901597 | 0.0000000 |
| L_PF | pro - bas | -0.0253248 | -1.7703841 | 0.0815793 |
| L_PF | proactive | 0.0375843 | 3.7706636 | 0.0001829 |
| L_PFcm | baseline | 0.0453176 | 3.6612469 | 0.0002604 |
| L_PFcm | pro - bas | -0.0038876 | -0.2084954 | 0.8355256 |
| L_PFcm | proactive | 0.0414299 | 2.9887334 | 0.0020057 |
| L_PFm | baseline | 0.0377244 | 3.7570408 | 0.0001911 |
| L_PFm | pro - bas | -0.0026710 | -0.1848624 | 0.8539404 |
| L_PFm | proactive | 0.0350533 | 3.4394685 | 0.0005238 |
| L_PFop | baseline | 0.0399872 | 4.0419563 | 0.0000744 |
| L_PFop | pro - bas | 0.0058528 | 0.4649410 | 0.6436026 |
| L_PFop | proactive | 0.0458400 | 5.4558858 | 0.0000005 |
| L_PFt | baseline | 0.0537449 | 4.4772111 | 0.0000165 |
| L_PFt | pro - bas | -0.0171331 | -1.0229484 | 0.3103071 |
| L_PFt | proactive | 0.0366118 | 3.1915988 | 0.0011110 |
| L_PGp | baseline | 0.0407329 | 3.6077834 | 0.0003089 |
| L_PGp | pro - bas | -0.0140423 | -0.8345765 | 0.4071605 |
| L_PGp | proactive | 0.0266906 | 2.3980846 | 0.0097524 |
| L_PGs | baseline | 0.0278521 | 2.5418416 | 0.0067703 |
| L_PGs | pro - bas | 0.0007523 | 0.0577009 | 0.9541724 |
| L_PGs | proactive | 0.0286044 | 3.0026635 | 0.0019274 |
| L_PH | baseline | 0.0475936 | 4.2958348 | 0.0000312 |
| L_PH | pro - bas | -0.0192685 | -1.3636218 | 0.1776175 |
| L_PH | proactive | 0.0283251 | 3.4914997 | 0.0004456 |
| L_PHA3 | baseline | 0.0224219 | 2.3941125 | 0.0098494 |
| L_PHA3 | pro - bas | 0.0051542 | 0.4676927 | 0.6416441 |
| L_PHA3 | proactive | 0.0275761 | 3.0840586 | 0.0015239 |
| L_PHT | baseline | 0.0483927 | 5.1854731 | 0.0000013 |
| L_PHT | pro - bas | -0.0122964 | -0.8730645 | 0.3859968 |
| L_PHT | proactive | 0.0360964 | 3.4607528 | 0.0004904 |
| L_POS1 | baseline | 0.0330198 | 2.5832233 | 0.0060802 |
| L_POS1 | pro - bas | -0.0067121 | -0.3899887 | 0.6978815 |
| L_POS1 | proactive | 0.0263077 | 2.2798181 | 0.0130351 |
| L_POS2 | baseline | 0.0550723 | 5.0799535 | 0.0000019 |
| L_POS2 | pro - bas | -0.0162740 | -1.1270345 | 0.2640710 |
| L_POS2 | proactive | 0.0387982 | 3.3295183 | 0.0007341 |
| L_PSL | baseline | 0.0417531 | 4.5745974 | 0.0000117 |
| L_PSL | pro - bas | -0.0021277 | -0.1424264 | 0.8872051 |
| L_PSL | proactive | 0.0396253 | 3.7749706 | 0.0001803 |
| L_RI | baseline | 0.0392052 | 4.5999912 | 0.0000107 |
| L_RI | pro - bas | -0.0195815 | -1.6950803 | 0.0950775 |
| L_RI | proactive | 0.0196238 | 2.2463353 | 0.0141272 |
| L_RSC | baseline | 0.0258053 | 2.1931416 | 0.0160285 |
| L_RSC | pro - bas | 0.0006728 | 0.0491730 | 0.9609395 |
| L_RSC | proactive | 0.0264781 | 2.1643232 | 0.0171496 |
| L_SCEF | baseline | 0.0554164 | 6.5583199 | 0.0000000 |
| L_SCEF | pro - bas | 0.0113341 | 0.9875780 | 0.3271979 |
| L_SCEF | proactive | 0.0667505 | 8.2820443 | 0.0000000 |
| L_SFL | baseline | 0.0542923 | 5.2660745 | 0.0000009 |
| L_SFL | pro - bas | -0.0182674 | -1.3188054 | 0.1920848 |
| L_SFL | proactive | 0.0360249 | 3.7469911 | 0.0001975 |
| L_STSda | baseline | 0.0281670 | 2.7207133 | 0.0042214 |
| L_STSda | pro - bas | -0.0075148 | -0.5553736 | 0.5806376 |
| L_STSda | proactive | 0.0206522 | 2.3820578 | 0.0101489 |
| L_STV | baseline | 0.0322208 | 2.8003133 | 0.0033995 |
| L_STV | pro - bas | -0.0034371 | -0.2261130 | 0.8218573 |
| L_STV | proactive | 0.0287837 | 2.8913151 | 0.0026416 |
| L_TPOJ1 | baseline | 0.0527931 | 4.8358571 | 0.0000046 |
| L_TPOJ1 | pro - bas | -0.0018332 | -0.1226753 | 0.9027610 |
| L_TPOJ1 | proactive | 0.0509599 | 5.0529398 | 0.0000021 |
| L_TPOJ3 | baseline | 0.0375986 | 2.7971176 | 0.0034294 |
| L_TPOJ3 | pro - bas | -0.0118325 | -0.7007359 | 0.4860894 |
| L_TPOJ3 | proactive | 0.0257661 | 2.2476134 | 0.0140841 |
| L_V3 | baseline | 0.0358501 | 3.9140086 | 0.0001142 |
| L_V3 | pro - bas | -0.0022455 | -0.1813906 | 0.8566527 |
| L_V3 | proactive | 0.0336046 | 4.1499906 | 0.0000516 |
| L_V4 | baseline | 0.0280787 | 2.8152002 | 0.0032631 |
| L_V4 | pro - bas | -0.0078472 | -0.5973130 | 0.5524737 |
| L_V4 | proactive | 0.0202315 | 2.3245777 | 0.0116923 |
| R_23c | baseline | 0.0173074 | 2.1802555 | 0.0165216 |
| R_23c | pro - bas | 0.0149526 | 1.4993257 | 0.1388642 |
| R_23c | proactive | 0.0322600 | 4.4148567 | 0.0000206 |
| R_31pd | baseline | 0.0457540 | 3.6014629 | 0.0003151 |
| R_31pd | pro - bas | -0.0198064 | -1.1679375 | 0.2473037 |
| R_31pd | proactive | 0.0259476 | 2.3223216 | 0.0117569 |
| R_31pv | baseline | 0.0282672 | 2.4979196 | 0.0075797 |
| R_31pv | pro - bas | -0.0010518 | -0.0607643 | 0.9517424 |
| R_31pv | proactive | 0.0272154 | 2.2128773 | 0.0152983 |
| R_3a | baseline | 0.0246922 | 2.7811763 | 0.0035824 |
| R_3a | pro - bas | 0.0098012 | 0.7835488 | 0.4362880 |
| R_3a | proactive | 0.0344934 | 4.6857796 | 0.0000079 |
| R_3b | baseline | 0.0224102 | 2.9675417 | 0.0021306 |
| R_3b | pro - bas | 0.0000109 | 0.0009842 | 0.9992179 |
| R_3b | proactive | 0.0224211 | 3.1683479 | 0.0011902 |
| R_4 | baseline | 0.0293674 | 4.5716356 | 0.0000118 |
| R_4 | pro - bas | 0.0022981 | 0.2330836 | 0.8164643 |
| R_4 | proactive | 0.0316655 | 4.4943172 | 0.0000156 |
| R_43 | baseline | 0.0198482 | 1.9996649 | 0.0249615 |
| R_43 | pro - bas | 0.0219503 | 1.6946413 | 0.0951613 |
| R_43 | proactive | 0.0417985 | 4.1721196 | 0.0000478 |
| R_44 | baseline | 0.0280822 | 2.3358055 | 0.0113754 |
| R_44 | pro - bas | 0.0065236 | 0.3895087 | 0.6982347 |
| R_44 | proactive | 0.0346058 | 3.3557443 | 0.0006777 |
| R_45 | baseline | 0.0353285 | 3.2198493 | 0.0010215 |
| R_45 | pro - bas | -0.0051494 | -0.3014775 | 0.7640592 |
| R_45 | proactive | 0.0301791 | 2.5385184 | 0.0068287 |
| R_46 | baseline | 0.0279360 | 3.5122343 | 0.0004176 |
| R_46 | pro - bas | -0.0061214 | -0.5463945 | 0.5867558 |
| R_46 | proactive | 0.0218146 | 2.7395948 | 0.0040114 |
| R_6a | baseline | 0.0353947 | 4.3378584 | 0.0000270 |
| R_6a | pro - bas | -0.0086521 | -0.7578622 | 0.4514045 |
| R_6a | proactive | 0.0267426 | 2.7354884 | 0.0040563 |
| R_6ma | baseline | 0.0430124 | 4.6204896 | 0.0000099 |
| R_6ma | pro - bas | 0.0193867 | 1.5580643 | 0.1243083 |
| R_6ma | proactive | 0.0623991 | 7.3603747 | 0.0000000 |
| R_6mp | baseline | 0.0190499 | 3.1160971 | 0.0013879 |
| R_6mp | pro - bas | 0.0059751 | 0.6330840 | 0.5290071 |
| R_6mp | proactive | 0.0250250 | 3.1042547 | 0.0014368 |
| R_6r | baseline | 0.0558549 | 5.3014662 | 0.0000008 |
| R_6r | pro - bas | -0.0173321 | -1.4088027 | 0.1638891 |
| R_6r | proactive | 0.0385228 | 4.7167279 | 0.0000070 |
| R_6v | baseline | 0.0433786 | 4.0437209 | 0.0000740 |
| R_6v | pro - bas | -0.0026740 | -0.1744796 | 0.8620570 |
| R_6v | proactive | 0.0407046 | 4.3851102 | 0.0000229 |
| R_7PL | baseline | 0.0322550 | 2.3269006 | 0.0116261 |
| R_7PL | pro - bas | 0.0095324 | 0.4979737 | 0.6202644 |
| R_7PL | proactive | 0.0417874 | 3.2167599 | 0.0010309 |
| R_7Pm | baseline | 0.0261672 | 2.3077895 | 0.0121808 |
| R_7Pm | pro - bas | 0.0010661 | 0.0656804 | 0.9478436 |
| R_7Pm | proactive | 0.0272333 | 2.7189178 | 0.0042419 |
| R_8BL | baseline | 0.0303858 | 3.6253940 | 0.0002920 |
| R_8BL | pro - bas | -0.0034594 | -0.2748774 | 0.7843244 |
| R_8BL | proactive | 0.0269264 | 2.9122600 | 0.0024909 |
| R_8BM | baseline | 0.0333144 | 3.2335994 | 0.0009804 |
| R_8BM | pro - bas | 0.0108933 | 0.8639401 | 0.3909509 |
| R_8BM | proactive | 0.0442077 | 4.8084055 | 0.0000050 |
| R_a32pr | baseline | 0.0270071 | 2.3653583 | 0.0105774 |
| R_a32pr | pro - bas | 0.0065047 | 0.4342448 | 0.6656182 |
| R_a32pr | proactive | 0.0335118 | 3.2264370 | 0.0010016 |
| R_d23ab | baseline | 0.0462789 | 3.0778101 | 0.0015519 |
| R_d23ab | pro - bas | 0.0014143 | 0.0717626 | 0.9430218 |
| R_d23ab | proactive | 0.0476932 | 3.5286503 | 0.0003966 |
| R_d32 | baseline | 0.0320152 | 3.2011853 | 0.0010798 |
| R_d32 | pro - bas | -0.0137954 | -1.1525903 | 0.2535032 |
| R_d32 | proactive | 0.0182198 | 2.3209984 | 0.0117950 |
| R_FEF | baseline | 0.0229212 | 2.6306115 | 0.0053688 |
| R_FEF | pro - bas | 0.0093026 | 0.7110095 | 0.4797447 |
| R_FEF | proactive | 0.0322238 | 3.5785726 | 0.0003388 |
| R_FOP1 | baseline | 0.0453015 | 4.1311364 | 0.0000550 |
| R_FOP1 | pro - bas | -0.0051314 | -0.3174846 | 0.7519426 |
| R_FOP1 | proactive | 0.0401702 | 3.1945272 | 0.0011014 |
| R_FOP4 | baseline | 0.0320719 | 2.6896106 | 0.0045893 |
| R_FOP4 | pro - bas | 0.0029333 | 0.2019794 | 0.8405941 |
| R_FOP4 | proactive | 0.0350052 | 3.0885870 | 0.0015040 |
| R_IFJa | baseline | 0.0581607 | 4.1261433 | 0.0000559 |
| R_IFJa | pro - bas | -0.0282809 | -1.8821788 | 0.0645069 |
| R_IFJa | proactive | 0.0298797 | 2.8041546 | 0.0033638 |
| R_IFJp | baseline | 0.0421848 | 2.7223415 | 0.0042029 |
| R_IFJp | pro - bas | -0.0157123 | -0.8312603 | 0.4090166 |
| R_IFJp | proactive | 0.0264726 | 2.4643302 | 0.0082564 |
| R_IFSa | baseline | 0.0228276 | 2.5137140 | 0.0072791 |
| R_IFSa | pro - bas | 0.0019892 | 0.1597799 | 0.8735739 |
| R_IFSa | proactive | 0.0248168 | 2.8961656 | 0.0026060 |
| R_IFSp | baseline | 0.0360302 | 3.4389260 | 0.0005247 |
| R_IFSp | pro - bas | -0.0110350 | -0.7677872 | 0.4455280 |
| R_IFSp | proactive | 0.0249952 | 2.5805372 | 0.0061230 |
| R_IP0 | baseline | 0.0581368 | 4.8214525 | 0.0000048 |
| R_IP0 | pro - bas | 0.0027214 | 0.1633891 | 0.8707435 |
| R_IP0 | proactive | 0.0608582 | 4.7631274 | 0.0000059 |
| R_IP1 | baseline | 0.0620895 | 5.5476399 | 0.0000003 |
| R_IP1 | pro - bas | -0.0073704 | -0.4623896 | 0.6454206 |
| R_IP1 | proactive | 0.0547190 | 4.3960019 | 0.0000220 |
| R_LIPd | baseline | 0.0543875 | 5.1997642 | 0.0000012 |
| R_LIPd | pro - bas | -0.0197143 | -1.1390711 | 0.2590555 |
| R_LIPd | proactive | 0.0346732 | 2.5757677 | 0.0061997 |
| R_MIP | baseline | 0.0400735 | 3.4293939 | 0.0005404 |
| R_MIP | pro - bas | -0.0147576 | -1.0278038 | 0.3080354 |
| R_MIP | proactive | 0.0253159 | 2.7221350 | 0.0042052 |
| R_p32pr | baseline | 0.0320380 | 3.1308331 | 0.0013293 |
| R_p32pr | pro - bas | -0.0088120 | -0.6211953 | 0.5367484 |
| R_p32pr | proactive | 0.0232260 | 2.5360839 | 0.0068718 |
| R_p9-46v | baseline | 0.0217215 | 2.2837716 | 0.0129113 |
| R_p9-46v | pro - bas | 0.0108279 | 0.9806992 | 0.3305525 |
| R_p9-46v | proactive | 0.0325494 | 3.9455501 | 0.0001028 |
| R_PFm | baseline | 0.0239998 | 3.3152090 | 0.0007667 |
| R_PFm | pro - bas | 0.0103038 | 1.0038273 | 0.3193637 |
| R_PFm | proactive | 0.0343036 | 3.9354076 | 0.0001063 |
| R_PGi | baseline | 0.0515191 | 5.1995900 | 0.0000012 |
| R_PGi | pro - bas | -0.0227865 | -1.7961116 | 0.0773492 |
| R_PGi | proactive | 0.0287327 | 3.1955388 | 0.0010981 |
| R_PGp | baseline | 0.0428454 | 4.3297395 | 0.0000277 |
| R_PGp | pro - bas | -0.0193038 | -1.4175827 | 0.1613189 |
| R_PGp | proactive | 0.0235416 | 2.3028962 | 0.0123266 |
| R_PGs | baseline | 0.0346951 | 3.5298787 | 0.0003951 |
| R_PGs | pro - bas | -0.0117933 | -0.8651640 | 0.3902841 |
| R_PGs | proactive | 0.0229018 | 2.1958271 | 0.0159274 |
| R_PH | baseline | 0.0503501 | 4.3746103 | 0.0000237 |
| R_PH | pro - bas | -0.0257769 | -1.7917309 | 0.0780563 |
| R_PH | proactive | 0.0245732 | 2.4366043 | 0.0088554 |
| R_POS2 | baseline | 0.0451087 | 3.8731729 | 0.0001307 |
| R_POS2 | pro - bas | -0.0228003 | -1.6413463 | 0.1057892 |
| R_POS2 | proactive | 0.0223084 | 2.5381043 | 0.0068360 |
| R_ProS | baseline | 0.0350273 | 3.1308786 | 0.0013291 |
| R_ProS | pro - bas | -0.0056638 | -0.2933605 | 0.7702263 |
| R_ProS | proactive | 0.0293635 | 2.2187903 | 0.0150854 |
| R_RI | baseline | 0.0238294 | 2.2793175 | 0.0130509 |
| R_RI | pro - bas | -0.0005509 | -0.0374870 | 0.9702172 |
| R_RI | proactive | 0.0232785 | 2.3069240 | 0.0122065 |
| R_s6-8 | baseline | 0.0380854 | 2.8338935 | 0.0030991 |
| R_s6-8 | pro - bas | 0.0059065 | 0.3668575 | 0.7149744 |
| R_s6-8 | proactive | 0.0439919 | 3.5134776 | 0.0004160 |
| R_SCEF | baseline | 0.0321544 | 3.1924698 | 0.0011082 |
| R_SCEF | pro - bas | -0.0004331 | -0.0362714 | 0.9711825 |
| R_SCEF | proactive | 0.0317213 | 3.3343443 | 0.0007234 |
| R_STSda | baseline | 0.0271693 | 3.0596006 | 0.0016360 |
| R_STSda | pro - bas | -0.0034708 | -0.2890468 | 0.7735099 |
| R_STSda | proactive | 0.0236985 | 2.5941518 | 0.0059090 |
| R_TPOJ1 | baseline | 0.0176715 | 1.9388050 | 0.0285401 |
| R_TPOJ1 | pro - bas | 0.0103060 | 0.8031345 | 0.4249653 |
| R_TPOJ1 | proactive | 0.0279775 | 3.1695947 | 0.0011859 |
| R_TPOJ2 | baseline | 0.0223106 | 2.2621555 | 0.0136015 |
| R_TPOJ2 | pro - bas | 0.0083759 | 0.6435096 | 0.5222667 |
| R_TPOJ2 | proactive | 0.0306865 | 3.9801317 | 0.0000916 |
| R_V2 | baseline | 0.0321044 | 3.9796844 | 0.0000917 |
| R_V2 | pro - bas | -0.0096601 | -0.8160976 | 0.4175688 |
| R_V2 | proactive | 0.0224443 | 2.9982247 | 0.0019521 |
| R_v23ab | baseline | 0.0424358 | 3.7800550 | 0.0001774 |
| R_v23ab | pro - bas | -0.0136777 | -0.7967892 | 0.4286142 |
| R_v23ab | proactive | 0.0287581 | 2.1313907 | 0.0185142 |
| R_V3 | baseline | 0.0402717 | 4.3378285 | 0.0000270 |
| R_V3 | pro - bas | -0.0118450 | -0.9340413 | 0.3539062 |
| R_V3 | proactive | 0.0284267 | 3.4485041 | 0.0005094 |
| R_V3CD | baseline | 0.0606120 | 4.3821135 | 0.0000231 |
| R_V3CD | pro - bas | -0.0344533 | -1.8620824 | 0.0673321 |
| R_V3CD | proactive | 0.0261587 | 2.1993893 | 0.0157941 |
| R_V4 | baseline | 0.0297084 | 2.9977525 | 0.0019547 |
| R_V4 | pro - bas | -0.0072166 | -0.5800767 | 0.5639652 |
| R_V4 | proactive | 0.0224918 | 2.7031072 | 0.0044262 |
## `summarise()` has grouped output by 'term'. You can override using the `.groups` argument.
[[1]]
| region | session | m | t_stat | p |
|---|---|---|---|---|
| L_4 | baseline | 0.0105178 | 4.4265750 | 0.0000198 |
| L_4 | pro - bas | -0.0050921 | -1.8196064 | 0.0736476 |
| L_4 | proactive | 0.0054256 | 4.0708312 | 0.0000675 |
| L_IFJp | baseline | 0.0141939 | 3.0546861 | 0.0016595 |
| L_IFJp | pro - bas | -0.0046507 | -0.9451944 | 0.3482287 |
| L_IFJp | proactive | 0.0095432 | 3.4586928 | 0.0004935 |
| L_IP1 | baseline | 0.0133677 | 2.6030923 | 0.0057721 |
| L_IP1 | pro - bas | -0.0048805 | -0.9738529 | 0.3339139 |
| L_IP1 | proactive | 0.0084872 | 3.0006677 | 0.0019385 |
| L_LIPd | baseline | 0.0161102 | 3.6840644 | 0.0002420 |
| L_LIPd | pro - bas | -0.0068371 | -1.3793460 | 0.1727433 |
| L_LIPd | proactive | 0.0092732 | 3.2371084 | 0.0009701 |
| L_RI | baseline | 0.0099509 | 2.9156557 | 0.0024673 |
| L_RI | pro - bas | -0.0037897 | -0.9180987 | 0.3621251 |
| L_RI | proactive | 0.0061612 | 2.9726357 | 0.0020999 |
| L_SCEF | baseline | 0.0187824 | 5.0391057 | 0.0000022 |
| L_SCEF | pro - bas | -0.0114097 | -2.9444209 | 0.0045499 |
| L_SCEF | proactive | 0.0073728 | 4.7407686 | 0.0000064 |
| L_STSdp | baseline | 0.0113015 | 2.9568042 | 0.0021965 |
| L_STSdp | pro - bas | -0.0038761 | -0.8747923 | 0.3850632 |
| L_STSdp | proactive | 0.0074254 | 2.9689941 | 0.0021218 |
| R_1 | baseline | 0.0079756 | 2.8399664 | 0.0030475 |
| R_1 | pro - bas | 0.0001187 | 0.0353203 | 0.9719378 |
| R_1 | proactive | 0.0080943 | 4.2243711 | 0.0000400 |
| R_3b | baseline | 0.0103628 | 3.7531312 | 0.0001936 |
| R_3b | pro - bas | -0.0018198 | -0.5917747 | 0.5561533 |
| R_3b | proactive | 0.0085430 | 5.3553529 | 0.0000007 |
| R_V3 | baseline | 0.0111607 | 4.0831468 | 0.0000647 |
| R_V3 | pro - bas | -0.0047249 | -1.4602386 | 0.1492735 |
| R_V3 | proactive | 0.0064358 | 4.1727920 | 0.0000477 |
| R_V8 | baseline | 0.0142793 | 2.5763219 | 0.0061907 |
| R_V8 | pro - bas | -0.0001645 | -0.0252239 | 0.9799574 |
| R_V8 | proactive | 0.0141148 | 3.6538804 | 0.0002666 |
[[2]]
| region | session | m | t_stat | p |
|---|---|---|---|---|
| L_FFC | baseline | 0.0130309 | 2.7385069 | 0.0040233 |
| L_FFC | pro - bas | -0.0067809 | -1.2616702 | 0.2117936 |
| L_FFC | proactive | 0.0062500 | 3.1214043 | 0.0013665 |
| L_V1 | baseline | 0.0187363 | 4.9167257 | 0.0000034 |
| L_V1 | pro - bas | -0.0027061 | -0.7707996 | 0.4437532 |
| L_V1 | proactive | 0.0160302 | 5.5484856 | 0.0000003 |
| L_V2 | baseline | 0.0174852 | 4.3595060 | 0.0000250 |
| L_V2 | pro - bas | -0.0007692 | -0.1789910 | 0.8585284 |
| L_V2 | proactive | 0.0167161 | 5.9017659 | 0.0000001 |
| L_V3 | baseline | 0.0247319 | 4.9458045 | 0.0000030 |
| L_V3 | pro - bas | -0.0030339 | -0.5672934 | 0.5725632 |
| L_V3 | proactive | 0.0216981 | 5.5267734 | 0.0000003 |
| L_V4 | baseline | 0.0117444 | 3.0059468 | 0.0019094 |
| L_V4 | pro - bas | -0.0008110 | -0.1910941 | 0.8490763 |
| L_V4 | proactive | 0.0109334 | 4.5474591 | 0.0000129 |
| R_V1 | baseline | 0.0141985 | 3.9072196 | 0.0001168 |
| R_V1 | pro - bas | -0.0024333 | -0.6304332 | 0.5307281 |
| R_V1 | proactive | 0.0117652 | 5.2978488 | 0.0000008 |
| R_V2 | baseline | 0.0164023 | 5.4195061 | 0.0000005 |
| R_V2 | pro - bas | -0.0021291 | -0.6132187 | 0.5419749 |
| R_V2 | proactive | 0.0142732 | 6.2546568 | 0.0000000 |
| R_V3 | baseline | 0.0264743 | 6.3471662 | 0.0000000 |
| R_V3 | pro - bas | -0.0107110 | -2.7945169 | 0.0069079 |
| R_V3 | proactive | 0.0157633 | 6.3680933 | 0.0000000 |
| R_V4 | baseline | 0.0193733 | 4.8183405 | 0.0000049 |
| R_V4 | pro - bas | -0.0092954 | -2.2422150 | 0.0285341 |
| R_V4 | proactive | 0.0100780 | 4.8426600 | 0.0000044 |
[[3]]
| region | session | m | t_stat | p |
|---|---|---|---|---|
| L_2 | baseline | 0.0440436 | 6.3732008 | 0.0000000 |
| L_2 | pro - bas | -0.0305906 | -3.4703800 | 0.0009518 |
| L_2 | proactive | 0.0134530 | 2.5567555 | 0.0065139 |
| L_44 | baseline | 0.0627007 | 7.0598226 | 0.0000000 |
| L_44 | pro - bas | -0.0297864 | -2.8607772 | 0.0057531 |
| L_44 | proactive | 0.0329143 | 4.2487652 | 0.0000367 |
| L_6a | baseline | 0.0776408 | 8.4562962 | 0.0000000 |
| L_6a | pro - bas | -0.0550228 | -5.5732311 | 0.0000006 |
| L_6a | proactive | 0.0226179 | 3.3316391 | 0.0007294 |
| L_6ma | baseline | 0.0652127 | 5.8885810 | 0.0000001 |
| L_6ma | pro - bas | -0.0418598 | -3.2501915 | 0.0018657 |
| L_6ma | proactive | 0.0233528 | 2.6080788 | 0.0056971 |
| L_6r | baseline | 0.0822818 | 8.3356220 | 0.0000000 |
| L_6r | pro - bas | -0.0548245 | -5.0351371 | 0.0000044 |
| L_6r | proactive | 0.0274573 | 3.8635094 | 0.0001349 |
| L_6v | baseline | 0.0709255 | 6.7132234 | 0.0000000 |
| L_6v | pro - bas | -0.0362703 | -3.1768357 | 0.0023215 |
| L_6v | proactive | 0.0346552 | 4.2020626 | 0.0000432 |
| L_7Am | baseline | 0.0333142 | 3.0042699 | 0.0019186 |
| L_7Am | pro - bas | -0.0124902 | -0.9659339 | 0.3378300 |
| L_7Am | proactive | 0.0208240 | 3.4701379 | 0.0004763 |
| L_8BM | baseline | 0.0782112 | 8.3394970 | 0.0000000 |
| L_8BM | pro - bas | -0.0458588 | -3.9754078 | 0.0001861 |
| L_8BM | proactive | 0.0323524 | 4.8491358 | 0.0000043 |
| L_8C | baseline | 0.1298254 | 12.3899507 | 0.0000000 |
| L_8C | pro - bas | -0.1043779 | -8.3166818 | 0.0000000 |
| L_8C | proactive | 0.0254474 | 3.8949796 | 0.0001216 |
| L_a24pr | baseline | 0.0313433 | 3.4987423 | 0.0004356 |
| L_a24pr | pro - bas | -0.0058798 | -0.4622512 | 0.6455193 |
| L_a24pr | proactive | 0.0254635 | 2.7180182 | 0.0042522 |
| L_AIP | baseline | 0.1188968 | 10.4426462 | 0.0000000 |
| L_AIP | pro - bas | -0.0851012 | -6.9132468 | 0.0000000 |
| L_AIP | proactive | 0.0337956 | 4.0800821 | 0.0000654 |
| L_FEF | baseline | 0.0685446 | 8.1419616 | 0.0000000 |
| L_FEF | pro - bas | -0.0374198 | -3.5607511 | 0.0007170 |
| L_FEF | proactive | 0.0311248 | 3.7460637 | 0.0001981 |
| L_FOP4 | baseline | 0.0946682 | 8.6944171 | 0.0000000 |
| L_FOP4 | pro - bas | -0.0771766 | -6.9153588 | 0.0000000 |
| L_FOP4 | proactive | 0.0174916 | 2.7649000 | 0.0037450 |
| L_FOP5 | baseline | 0.0756334 | 5.9784118 | 0.0000001 |
| L_FOP5 | pro - bas | -0.0450335 | -3.3219886 | 0.0015022 |
| L_FOP5 | proactive | 0.0305998 | 4.4714420 | 0.0000169 |
| L_i6-8 | baseline | 0.1131245 | 8.8652137 | 0.0000000 |
| L_i6-8 | pro - bas | -0.0813786 | -5.6286842 | 0.0000005 |
| L_i6-8 | proactive | 0.0317458 | 3.4697455 | 0.0004768 |
| L_IFJa | baseline | 0.1037815 | 9.0227344 | 0.0000000 |
| L_IFJa | pro - bas | -0.0804934 | -5.3371120 | 0.0000014 |
| L_IFJa | proactive | 0.0232881 | 2.6924533 | 0.0045545 |
| L_IFJp | baseline | 0.1035532 | 7.4976211 | 0.0000000 |
| L_IFJp | pro - bas | -0.0602202 | -3.5513929 | 0.0007384 |
| L_IFJp | proactive | 0.0433329 | 4.3601015 | 0.0000250 |
| L_IFSa | baseline | 0.1044481 | 9.3324104 | 0.0000000 |
| L_IFSa | pro - bas | -0.0585230 | -4.4385288 | 0.0000379 |
| L_IFSa | proactive | 0.0459252 | 4.2311259 | 0.0000390 |
| L_IFSp | baseline | 0.1128993 | 8.2850119 | 0.0000000 |
| L_IFSp | pro - bas | -0.0821299 | -5.2301313 | 0.0000021 |
| L_IFSp | proactive | 0.0307695 | 3.2771138 | 0.0008603 |
| L_IP0 | baseline | 0.1144241 | 8.8548976 | 0.0000000 |
| L_IP0 | pro - bas | -0.0844680 | -5.9087413 | 0.0000002 |
| L_IP0 | proactive | 0.0299561 | 3.3917379 | 0.0006069 |
| L_IP1 | baseline | 0.1605688 | 12.0679848 | 0.0000000 |
| L_IP1 | pro - bas | -0.1002203 | -7.0261082 | 0.0000000 |
| L_IP1 | proactive | 0.0603485 | 5.4808039 | 0.0000004 |
| L_IP2 | baseline | 0.1274545 | 9.7923068 | 0.0000000 |
| L_IP2 | pro - bas | -0.0893015 | -5.6416816 | 0.0000004 |
| L_IP2 | proactive | 0.0381529 | 3.8943427 | 0.0001218 |
| L_IPS1 | baseline | 0.1009390 | 8.2226012 | 0.0000000 |
| L_IPS1 | pro - bas | -0.0700892 | -5.2939201 | 0.0000017 |
| L_IPS1 | proactive | 0.0308498 | 3.7049640 | 0.0002262 |
| L_LIPd | baseline | 0.1374634 | 10.1247619 | 0.0000000 |
| L_LIPd | pro - bas | -0.0827873 | -5.8020643 | 0.0000002 |
| L_LIPd | proactive | 0.0546761 | 4.7528706 | 0.0000062 |
| L_MIP | baseline | 0.0908872 | 6.8492150 | 0.0000000 |
| L_MIP | pro - bas | -0.0610221 | -4.1356028 | 0.0001083 |
| L_MIP | proactive | 0.0298652 | 3.1571654 | 0.0012302 |
| L_p32pr | baseline | 0.0671926 | 8.2854837 | 0.0000000 |
| L_p32pr | pro - bas | -0.0433164 | -4.5606336 | 0.0000246 |
| L_p32pr | proactive | 0.0238762 | 3.1695565 | 0.0011860 |
| L_p9-46v | baseline | 0.1322322 | 10.0914128 | 0.0000000 |
| L_p9-46v | pro - bas | -0.1066311 | -8.1073066 | 0.0000000 |
| L_p9-46v | proactive | 0.0256011 | 3.1018548 | 0.0014469 |
| L_PEF | baseline | 0.1035129 | 7.3200266 | 0.0000000 |
| L_PEF | pro - bas | -0.0623220 | -4.2525318 | 0.0000725 |
| L_PEF | proactive | 0.0411910 | 4.1208549 | 0.0000570 |
| L_PFcm | baseline | 0.0765672 | 6.8889378 | 0.0000000 |
| L_PFcm | pro - bas | -0.0323660 | -2.1893929 | 0.0323412 |
| L_PFcm | proactive | 0.0442012 | 3.7409945 | 0.0002014 |
| L_PFop | baseline | 0.0670375 | 5.8537530 | 0.0000001 |
| L_PFop | pro - bas | -0.0454523 | -3.2135967 | 0.0020814 |
| L_PFop | proactive | 0.0215852 | 2.5224304 | 0.0071179 |
| L_PFt | baseline | 0.0756435 | 6.5347537 | 0.0000000 |
| L_PFt | pro - bas | -0.0478629 | -4.4424054 | 0.0000374 |
| L_PFt | proactive | 0.0277806 | 3.6038501 | 0.0003127 |
| L_SCEF | baseline | 0.0865741 | 11.0773376 | 0.0000000 |
| L_SCEF | pro - bas | -0.0483153 | -4.8081666 | 0.0000101 |
| L_SCEF | proactive | 0.0382588 | 4.9018576 | 0.0000036 |
| L_SFL | baseline | 0.0741188 | 7.5936974 | 0.0000000 |
| L_SFL | pro - bas | -0.0424488 | -3.9057987 | 0.0002346 |
| L_SFL | proactive | 0.0316701 | 4.6413327 | 0.0000092 |
| L_STV | baseline | 0.0670425 | 7.0861017 | 0.0000000 |
| L_STV | pro - bas | -0.0481076 | -4.8721379 | 0.0000080 |
| L_STV | proactive | 0.0189350 | 2.8332554 | 0.0031046 |
| L_TPOJ1 | baseline | 0.0657798 | 5.0801181 | 0.0000019 |
| L_TPOJ1 | pro - bas | -0.0441469 | -3.3141322 | 0.0015384 |
| L_TPOJ1 | proactive | 0.0216329 | 2.8590668 | 0.0028902 |
| L_VIP | baseline | 0.0398614 | 3.3948238 | 0.0006012 |
| L_VIP | pro - bas | -0.0150741 | -1.2892347 | 0.2021057 |
| L_VIP | proactive | 0.0247873 | 3.1291338 | 0.0013359 |
| R_1 | baseline | 0.0200742 | 3.5560650 | 0.0003638 |
| R_1 | pro - bas | -0.0060326 | -0.7516098 | 0.4551294 |
| R_1 | proactive | 0.0140416 | 2.5388565 | 0.0068228 |
| R_44 | baseline | 0.0542405 | 4.7981012 | 0.0000052 |
| R_44 | pro - bas | -0.0294597 | -2.1933836 | 0.0320387 |
| R_44 | proactive | 0.0247808 | 3.7808990 | 0.0001769 |
| R_6a | baseline | 0.0531351 | 6.9274053 | 0.0000000 |
| R_6a | pro - bas | -0.0331047 | -3.2455318 | 0.0018919 |
| R_6a | proactive | 0.0200304 | 3.6031985 | 0.0003134 |
| R_6ma | baseline | 0.0665931 | 7.7047138 | 0.0000000 |
| R_6ma | pro - bas | -0.0356329 | -3.1633420 | 0.0024159 |
| R_6ma | proactive | 0.0309602 | 4.5731446 | 0.0000118 |
| R_8BM | baseline | 0.0799758 | 7.5284278 | 0.0000000 |
| R_8BM | pro - bas | -0.0546368 | -4.7008176 | 0.0000149 |
| R_8BM | proactive | 0.0253390 | 3.4983964 | 0.0004361 |
| R_A5 | baseline | 0.0289726 | 4.1204854 | 0.0000570 |
| R_A5 | pro - bas | -0.0118641 | -1.2928625 | 0.2008557 |
| R_A5 | proactive | 0.0171085 | 2.9239308 | 0.0024105 |
| R_FEF | baseline | 0.0541432 | 5.9474122 | 0.0000001 |
| R_FEF | pro - bas | -0.0355550 | -3.0887013 | 0.0030070 |
| R_FEF | proactive | 0.0185882 | 2.5128892 | 0.0072945 |
| R_FOP5 | baseline | 0.0751667 | 6.8105134 | 0.0000000 |
| R_FOP5 | pro - bas | -0.0527226 | -4.3004538 | 0.0000614 |
| R_FOP5 | proactive | 0.0224441 | 2.6406497 | 0.0052282 |
| R_IFJa | baseline | 0.0707536 | 5.2205589 | 0.0000011 |
| R_IFJa | pro - bas | -0.0467337 | -2.8471787 | 0.0059744 |
| R_IFJa | proactive | 0.0240199 | 2.5674762 | 0.0063350 |
| R_IFJp | baseline | 0.0758448 | 5.8816558 | 0.0000001 |
| R_IFJp | pro - bas | -0.0435221 | -3.2813288 | 0.0016989 |
| R_IFJp | proactive | 0.0323227 | 3.5834295 | 0.0003337 |
| R_IFSp | baseline | 0.0889198 | 7.9356230 | 0.0000000 |
| R_IFSp | pro - bas | -0.0594514 | -4.8978170 | 0.0000073 |
| R_IFSp | proactive | 0.0294684 | 3.9636692 | 0.0000968 |
| R_IP2 | baseline | 0.0789511 | 6.7677039 | 0.0000000 |
| R_IP2 | pro - bas | -0.0574684 | -4.0694410 | 0.0001356 |
| R_IP2 | proactive | 0.0214827 | 2.7131062 | 0.0043088 |
| R_IPS1 | baseline | 0.1029098 | 7.5110154 | 0.0000000 |
| R_IPS1 | pro - bas | -0.0795760 | -5.1250720 | 0.0000031 |
| R_IPS1 | proactive | 0.0233338 | 2.6787166 | 0.0047250 |
| R_LIPd | baseline | 0.0766589 | 6.5330034 | 0.0000000 |
| R_LIPd | pro - bas | -0.0496233 | -3.4290108 | 0.0010821 |
| R_LIPd | proactive | 0.0270356 | 2.9553860 | 0.0022054 |
| R_MIP | baseline | 0.0908465 | 7.8527802 | 0.0000000 |
| R_MIP | pro - bas | -0.0639325 | -5.1486826 | 0.0000029 |
| R_MIP | proactive | 0.0269140 | 3.5587276 | 0.0003608 |
| R_PEF | baseline | 0.0824335 | 6.7068928 | 0.0000000 |
| R_PEF | pro - bas | -0.0508498 | -3.5502529 | 0.0007411 |
| R_PEF | proactive | 0.0315838 | 3.3507349 | 0.0006882 |
| R_PFt | baseline | 0.0342334 | 3.5063255 | 0.0004254 |
| R_PFt | pro - bas | -0.0116017 | -0.9734372 | 0.3341187 |
| R_PFt | proactive | 0.0226317 | 2.6217711 | 0.0054955 |
| R_SCEF | baseline | 0.0524407 | 5.7620206 | 0.0000001 |
| R_SCEF | pro - bas | -0.0258615 | -2.1145038 | 0.0385001 |
| R_SCEF | proactive | 0.0265791 | 3.2898747 | 0.0008278 |
Relative to baseline session, 10% of regions with largest absolute change in proactive. Separately for bias and pc50 items and each model. Negative sign indicates baseline session was stronger.
for (ttypesub in ttype_subsets) {
d <- enlist(c("target", "distractor", "incongruency"))
for (model in names(d)) {
d[[model]] <- dat_sum %>%
filter(session == "pro - bas", ttype_subset == ttypesub, term == model) %>%
mutate(abs_t = abs(t_stat)) %>%
slice_max(abs_t, prop = 0.1) %>%
ungroup %>%
select(region, m, t_stat, p) %>%
arrange(t_stat)
}
print(lapply(names(d), function(x) kable(d[[x]], caption = paste0(ttypesub, " ", x))))
}
[[1]]
| region | m | t_stat | p |
|---|---|---|---|
| R_9m | -0.0177344 | -3.139649 | 0.0025906 |
| L_13l | -0.0230708 | -3.116665 | 0.0027713 |
| R_31pd | -0.0293633 | -2.812791 | 0.0065697 |
| R_PHA3 | -0.0230417 | -2.636775 | 0.0105642 |
| R_STV | -0.0184597 | -2.507935 | 0.0147756 |
| R_47l | -0.0211835 | -2.491830 | 0.0153970 |
| R_5m | -0.0204645 | -2.290647 | 0.0253966 |
| L_PGi | -0.0183358 | -2.281131 | 0.0259878 |
| L_PBelt | -0.0174405 | -2.278013 | 0.0261841 |
| L_8C | -0.0161685 | -2.251861 | 0.0278832 |
| L_PEF | -0.0194609 | -2.246034 | 0.0282748 |
| L_FFC | -0.0133591 | -2.108237 | 0.0390590 |
| L_5mv | -0.0135988 | -2.075106 | 0.0421328 |
| L_d32 | -0.0158456 | -2.055598 | 0.0440389 |
| L_V6A | -0.0213429 | -2.033091 | 0.0463304 |
| R_5mv | -0.0132839 | -1.950596 | 0.0556290 |
| R_6mp | -0.0112439 | -1.939127 | 0.0570401 |
| R_OP4 | -0.0129327 | -1.931742 | 0.0579649 |
| R_LIPd | -0.0192152 | -1.913118 | 0.0603537 |
| R_TPOJ3 | -0.0168858 | -1.878406 | 0.0650295 |
| L_IFSa | -0.0169793 | -1.873336 | 0.0657375 |
| R_i6-8 | -0.0177443 | -1.856528 | 0.0681311 |
| L_11l | -0.0151238 | -1.851810 | 0.0688161 |
| L_STSda | -0.0156874 | -1.832186 | 0.0717274 |
| L_STSdp | -0.0109282 | -1.818581 | 0.0738060 |
| R_IFSa | -0.0140478 | -1.800914 | 0.0765801 |
| L_LO3 | -0.0199444 | -1.784926 | 0.0791653 |
| R_LO1 | -0.0163107 | -1.783017 | 0.0794787 |
| R_FOP1 | -0.0182600 | -1.781797 | 0.0796797 |
| L_8Av | -0.0141846 | -1.763928 | 0.0826705 |
| L_MT | 0.0205927 | 1.863164 | 0.0671775 |
| L_PoI1 | 0.0160030 | 1.875809 | 0.0653914 |
| R_FOP4 | 0.0160675 | 1.962206 | 0.0542308 |
| L_RI | 0.0138888 | 2.101798 | 0.0396406 |
| L_PH | 0.0158492 | 2.515669 | 0.0144853 |
[[2]]
| region | m | t_stat | p |
|---|---|---|---|
| R_STV | -0.0224215 | -3.501822 | 0.0008628 |
| R_PreS | -0.0275640 | -2.922989 | 0.0048337 |
| L_IFJp | -0.0157307 | -2.403332 | 0.0192512 |
| L_V8 | -0.0206731 | -2.355283 | 0.0216874 |
| R_IFJp | -0.0201048 | -2.251110 | 0.0279334 |
| L_10d | -0.0165336 | -2.232363 | 0.0292126 |
| R_8BL | -0.0176080 | -2.163537 | 0.0343623 |
| R_IFSa | -0.0159465 | -2.131417 | 0.0370262 |
| R_TA2 | -0.0160526 | -2.129899 | 0.0371565 |
| L_TPOJ3 | -0.0196291 | -2.076591 | 0.0419906 |
| R_STSva | -0.0148773 | -2.028190 | 0.0468428 |
| L_PHA3 | -0.0152003 | -2.001255 | 0.0497468 |
| R_V1 | -0.0090104 | -1.995736 | 0.0503606 |
| R_25 | -0.0196192 | -1.920259 | 0.0594281 |
| R_TE1a | -0.0111865 | -1.846049 | 0.0696602 |
| L_s6-8 | -0.0210867 | -1.775426 | 0.0807355 |
| R_a32pr | -0.0144108 | -1.771386 | 0.0814110 |
| R_STSvp | -0.0147477 | -1.770625 | 0.0815388 |
| R_FOP2 | -0.0258548 | -1.765611 | 0.0823849 |
| L_7m | -0.0168196 | -1.704061 | 0.0933771 |
| R_FOP5 | -0.0126242 | -1.689260 | 0.0961930 |
| R_8C | -0.0104230 | -1.682074 | 0.0975850 |
| L_TE2a | -0.0080001 | -1.663334 | 0.1012929 |
| R_TE2p | -0.0094968 | -1.629928 | 0.1081873 |
| R_6r | 0.0115989 | 1.591153 | 0.1166615 |
| R_TPOJ2 | 0.0129277 | 1.697062 | 0.0947001 |
| R_d23ab | 0.0234043 | 1.749102 | 0.0852223 |
| L_6ma | 0.0099653 | 1.775329 | 0.0807517 |
| R_TPOJ3 | 0.0168381 | 1.820733 | 0.0734739 |
| R_10v | 0.0108303 | 1.861672 | 0.0673909 |
| R_FEF | 0.0157345 | 2.124398 | 0.0376318 |
| R_A1 | 0.0197549 | 2.280563 | 0.0260235 |
| L_3b | 0.0091341 | 2.281313 | 0.0259764 |
| R_MBelt | 0.0188773 | 2.700499 | 0.0089146 |
| R_SCEF | 0.0181595 | 2.860374 | 0.0057595 |
[[3]]
| region | m | t_stat | p |
|---|---|---|---|
| L_PGi | -0.0461496 | -3.489941 | 0.0008955 |
| L_DVT | -0.0507079 | -3.298267 | 0.0016142 |
| L_TPOJ2 | -0.0474032 | -3.289948 | 0.0016553 |
| L_AIP | -0.0433342 | -3.177417 | 0.0023175 |
| L_FOP4 | -0.0341188 | -2.723754 | 0.0083738 |
| L_7PC | -0.0320530 | -2.703978 | 0.0088317 |
| L_STSvp | -0.0296271 | -2.685773 | 0.0092734 |
| L_IFSp | -0.0461277 | -2.483903 | 0.0157115 |
| L_STSdp | -0.0332362 | -2.479402 | 0.0158926 |
| R_AIP | -0.0355677 | -2.451271 | 0.0170677 |
| L_IFJa | -0.0430783 | -2.411665 | 0.0188546 |
| R_IPS1 | -0.0326018 | -2.401844 | 0.0193228 |
| L_pOFC | -0.0291833 | -2.298078 | 0.0249433 |
| R_i6-8 | -0.0324402 | -2.271938 | 0.0265704 |
| R_TF | -0.0166461 | -2.249656 | 0.0280308 |
| R_2 | -0.0205738 | -2.202057 | 0.0313899 |
| L_LIPd | -0.0365356 | -2.201070 | 0.0314632 |
| R_STV | -0.0243787 | -2.179654 | 0.0330899 |
| R_VIP | -0.0294313 | -2.173995 | 0.0335318 |
| L_PEF | -0.0369481 | -2.141929 | 0.0361352 |
| L_9m | -0.0212864 | -2.090373 | 0.0406912 |
| R_a24 | -0.0320197 | -2.047311 | 0.0448710 |
| L_d23ab | -0.0331344 | -1.974927 | 0.0527336 |
| L_STSva | -0.0174164 | -1.922191 | 0.0591797 |
| R_V8 | -0.0316690 | -1.909768 | 0.0607921 |
| L_LIPv | -0.0286405 | -1.904407 | 0.0614994 |
| R_IFJa | -0.0282809 | -1.882179 | 0.0645069 |
| R_V3CD | -0.0344533 | -1.862082 | 0.0673321 |
| R_9m | -0.0179402 | -1.822300 | 0.0732329 |
| R_8Av | -0.0246114 | -1.820633 | 0.0734893 |
| R_PGi | -0.0227865 | -1.796112 | 0.0773492 |
| R_PH | -0.0257769 | -1.791731 | 0.0780563 |
| R_PF | -0.0265371 | -1.788627 | 0.0785605 |
| L_V8 | -0.0352135 | -1.784983 | 0.0791559 |
| L_TA2 | 0.0392024 | 2.623581 | 0.0109387 |
[[1]]
| region | m | t_stat | p |
|---|---|---|---|
| L_IFSp | -0.0268525 | -5.072759 | 0.0000038 |
| L_8C | -0.0180133 | -4.853131 | 0.0000086 |
| R_6a | -0.0137063 | -4.608107 | 0.0000208 |
| L_ProS | -0.0205743 | -3.811706 | 0.0003199 |
| L_FOP5 | -0.0165426 | -3.182449 | 0.0022832 |
| L_PHA1 | -0.0193576 | -3.125410 | 0.0027012 |
| L_PFm | -0.0140197 | -3.109295 | 0.0028317 |
| L_IP2 | -0.0191342 | -3.107381 | 0.0028475 |
| R_IP1 | -0.0163877 | -2.992851 | 0.0039646 |
| R_V3A | -0.0163378 | -2.966849 | 0.0042695 |
| L_SCEF | -0.0114097 | -2.944421 | 0.0045499 |
| L_46 | -0.0118663 | -2.742847 | 0.0079525 |
| L_V3 | -0.0097893 | -2.700141 | 0.0089232 |
| R_IFSp | -0.0121804 | -2.679295 | 0.0094353 |
| R_RI | -0.0152330 | -2.675069 | 0.0095424 |
| L_3b | -0.0087499 | -2.662799 | 0.0098595 |
| L_3a | -0.0085067 | -2.604325 | 0.0115070 |
| R_V1 | -0.0087678 | -2.570069 | 0.0125847 |
| R_AIP | -0.0125738 | -2.565659 | 0.0127299 |
| R_46 | -0.0131433 | -2.543272 | 0.0134907 |
| R_SFL | -0.0118203 | -2.522875 | 0.0142194 |
| L_6a | -0.0098836 | -2.515445 | 0.0144936 |
| L_p32pr | -0.0112593 | -2.483936 | 0.0157102 |
| L_FOP4 | -0.0119043 | -2.474843 | 0.0160779 |
| L_IFSa | -0.0122984 | -2.420395 | 0.0184469 |
| R_52 | -0.0181887 | -2.396676 | 0.0195734 |
| L_9-46d | -0.0098769 | -2.395763 | 0.0196179 |
| L_PGi | -0.0120188 | -2.330793 | 0.0230318 |
| L_AIP | -0.0113568 | -2.304410 | 0.0245627 |
| L_FEF | -0.0107215 | -2.286783 | 0.0256352 |
| R_33pr | -0.0137511 | -2.278372 | 0.0261615 |
| L_SFL | -0.0099751 | -2.257008 | 0.0275413 |
| L_PFcm | -0.0136509 | -2.195025 | 0.0319151 |
| R_V2 | -0.0063752 | -2.191619 | 0.0321722 |
| L_MBelt | 0.0115537 | 2.511568 | 0.0146386 |
[[2]]
| region | m | t_stat | p |
|---|---|---|---|
| L_AIP | -0.0212877 | -4.674952 | 0.0000163 |
| R_IP1 | -0.0184820 | -3.493357 | 0.0008860 |
| R_AIP | -0.0153805 | -3.469555 | 0.0009542 |
| L_23c | -0.0139228 | -3.260545 | 0.0018086 |
| L_3a | -0.0100848 | -3.193939 | 0.0022067 |
| L_31a | -0.0213344 | -3.126364 | 0.0026936 |
| R_6d | -0.0137850 | -3.073493 | 0.0031429 |
| L_ProS | -0.0197267 | -3.048726 | 0.0033766 |
| L_8C | -0.0132799 | -3.011497 | 0.0037585 |
| L_45 | -0.0134355 | -3.008660 | 0.0037892 |
| L_43 | -0.0131775 | -3.004851 | 0.0038308 |
| R_46 | -0.0134912 | -2.951793 | 0.0044559 |
| L_IFJp | -0.0127375 | -2.943459 | 0.0045623 |
| R_PIT | -0.0188870 | -2.938775 | 0.0046231 |
| L_IFSa | -0.0143782 | -2.937558 | 0.0046391 |
| L_3b | -0.0101955 | -2.925416 | 0.0048008 |
| R_V3 | -0.0107110 | -2.794517 | 0.0069079 |
| L_10r | -0.0171208 | -2.721465 | 0.0084257 |
| L_2 | -0.0098227 | -2.679113 | 0.0094399 |
| L_1 | -0.0087764 | -2.626309 | 0.0108603 |
| L_SCEF | -0.0098496 | -2.597290 | 0.0117212 |
| R_RI | -0.0131179 | -2.488106 | 0.0155440 |
| L_IP1 | -0.0130168 | -2.473957 | 0.0161142 |
| L_p47r | -0.0136382 | -2.447032 | 0.0172514 |
| L_RI | -0.0123859 | -2.416361 | 0.0186343 |
| L_AAIC | -0.0197768 | -2.385860 | 0.0201072 |
| L_PHT | -0.0114865 | -2.341141 | 0.0224549 |
| L_TPOJ1 | -0.0115369 | -2.284238 | 0.0257935 |
| R_V4 | -0.0092954 | -2.242215 | 0.0285341 |
| R_LIPd | -0.0126245 | -2.202577 | 0.0313514 |
| L_OP1 | -0.0126697 | -2.199893 | 0.0315507 |
| L_TF | -0.0059109 | -2.197012 | 0.0317659 |
| L_IP2 | -0.0097816 | -2.195516 | 0.0318781 |
| L_d32 | 0.0126380 | 2.207770 | 0.0309689 |
| R_FOP2 | 0.0164284 | 2.360591 | 0.0214053 |
[[3]]
| region | m | t_stat | p |
|---|---|---|---|
| L_8C | -0.1043779 | -8.316682 | 0.0e+00 |
| L_p9-46v | -0.1066311 | -8.107307 | 0.0e+00 |
| R_IP1 | -0.0958843 | -7.523548 | 0.0e+00 |
| L_PF | -0.0834004 | -7.214125 | 0.0e+00 |
| R_IP0 | -0.1047275 | -7.150769 | 0.0e+00 |
| L_IP1 | -0.1002203 | -7.026108 | 0.0e+00 |
| L_7m | -0.0871959 | -6.942213 | 0.0e+00 |
| L_FOP4 | -0.0771766 | -6.915359 | 0.0e+00 |
| L_AIP | -0.0851012 | -6.913247 | 0.0e+00 |
| R_POS2 | -0.0775834 | -6.380421 | 0.0e+00 |
| R_AIP | -0.0766218 | -6.361702 | 0.0e+00 |
| L_8Av | -0.0599460 | -6.331417 | 0.0e+00 |
| L_V3CD | -0.0797816 | -6.119921 | 1.0e-07 |
| L_POS2 | -0.0737083 | -6.078117 | 1.0e-07 |
| L_PGp | -0.0875286 | -6.062959 | 1.0e-07 |
| R_PH | -0.0645990 | -6.016553 | 1.0e-07 |
| L_45 | -0.0634733 | -6.002445 | 1.0e-07 |
| R_6r | -0.0664633 | -5.996154 | 1.0e-07 |
| L_IP0 | -0.0844680 | -5.908741 | 2.0e-07 |
| L_LIPd | -0.0827873 | -5.802064 | 2.0e-07 |
| L_PFm | -0.0632621 | -5.781269 | 3.0e-07 |
| L_PHT | -0.0633172 | -5.770060 | 3.0e-07 |
| L_IP2 | -0.0893015 | -5.641682 | 4.0e-07 |
| L_i6-8 | -0.0813786 | -5.628684 | 5.0e-07 |
| L_6a | -0.0550228 | -5.573231 | 6.0e-07 |
| R_DVT | -0.0659682 | -5.468045 | 9.0e-07 |
| L_PGs | -0.0746622 | -5.388997 | 1.2e-06 |
| R_PGp | -0.0782775 | -5.341079 | 1.4e-06 |
| L_IFJa | -0.0804934 | -5.337112 | 1.4e-06 |
| L_8BL | -0.0600722 | -5.322898 | 1.5e-06 |
| R_8Av | -0.0502591 | -5.315056 | 1.5e-06 |
| L_IPS1 | -0.0700892 | -5.293920 | 1.7e-06 |
| R_PFm | -0.0547894 | -5.290968 | 1.7e-06 |
| R_V3CD | -0.0768837 | -5.246912 | 2.0e-06 |
| L_IFSp | -0.0821299 | -5.230131 | 2.1e-06 |
## prep for plotting:
dat_barplots <- dat %>%
mutate(
term = factor(term, levels = c("target", "incongruency", "distractor")),
region_nice = gsub("17Networks_", "", region)
) %>%
filter(term %in% c("target", "distractor", "incongruency"))
dat_barplots <- dat_barplots %>%
pivot_wider(names_from = "session", values_from = "b") %>%
mutate(b = proactive - baseline, session = "pro - bas") %>%
select(-proactive, -baseline) %>%
rbind(dat_barplots)
atlas$data %>%
ggplot() +
geom_brain(
aes(fill = ifelse(region %in% rois$region, region, NA)),
atlas = atlas, position = position_brain(side ~ hemi)
) +
labs(title = paste0("ROIs: ", roiset), fill = NULL) +
theme_surface
for (ttypesub in ttype_subsets) {
p <- dat_barplots %>%
filter(ttype_subset == ttypesub) %>%
right_join(rois, by = "region") %>%
ggplot(aes(region_nice, b, fill = term, color = term)) +
geom_hline(yintercept = 0, color = "grey70") +
stat_summary(
fun.data = mean_cl_boot, geom = "errorbar", width = 0, size = 2/3, position = position_dodge(width = 0.5),
color = "grey50"
) +
stat_summary(fun = mean, geom = "col", width = 1/3, position = position_dodge(width = 0.5)) +
scale_color_brewer(type = "qual", palette = 2) +
scale_fill_brewer(type = "qual", palette = 2) +
facet_grid(cols = vars(session), rows = vars(location), scales = "free_y") +
theme(
#axis.text.x = element_text(angle = 90, hjust = 1, vjust = 0.5),
legend.position = "none", axis.title.y = element_blank()
) +
labs(y = "mean coefficient", title = paste0("ROIs: ", roiset)) +
coord_flip() +
labs(title = ttypesub)
print(p)
}